1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70
|
### tests methods argument of lmrob.control
library(robustbase)
data(stackloss)
cat("doExtras:", doExtras <- robustbase:::doExtras(),"\n")
str(ctrl2 <- lmrob.control(trace.lev = if(doExtras) 2 else 0))
## S
set.seed(0)
summary(m0 <- lmrob(stack.loss ~ ., data = stackloss, method = "S",
compute.outlier.stats = "S"))
set.seed(0)
m0a <- lmrob.S(m0$x, stack.loss, ctrl2)
all.equal(m0 [c('coefficients', 'scale', 'rweights')],
m0a[c('coefficients', 'scale', 'rweights')])
## MM
set.seed(0)
summary(m1 <- lmrob(stack.loss ~ ., data = stackloss, method = "MM",
compute.outlier.stats = "S"))
set.seed(0)
m2 <- update(m1, method = "SM")
all.equal(m1[c('coefficients', 'scale', 'cov')],
m2[c('coefficients', 'scale', 'cov')])
set.seed(0)
m3 <- update(m0, method = "SM", cov = '.vcov.w')
## SMD
set.seed(0)
summary(m4 <- lmrob(stack.loss ~ ., data = stackloss, method = "SMD", psi = 'bisquare',
compute.outlier.stats = "S"))
summary(m4a <- lmrob..D..fit(m3))
## rearrange m4a and update call
m4a <- m4a[names(m4)]
class(m4a) <- class(m4)
m4a$call <- m4$call
all.equal(m4, m4a, check.environment = FALSE)
## SMDM
set.seed(0)
summary(m5 <- lmrob(stack.loss ~ ., data = stackloss, method = "SMDM", psi = 'bisquare',
compute.outlier.stats = "S"))
summary(m5a <- lmrob..M..fit(obj=m4))
## rearrange m5a
m5a <- m5a[names(m5)]
class(m5a) <- class(m5)
all.equal(m5, m5a, check.environment = FALSE) #-> 3 string mismatch
## Fast S large n strategy (sped up)
model <- model.frame(LNOx ~ . ,data = NOxEmissions)
control <- lmrob.control(fast.s.large.n = 10, n.group = 341, groups = 2)
set.seed(0)
try(ret <- lmrob.S(model.matrix(model, NOxEmissions)[1:682,], NOxEmissions$LNOx[1:682], control))
## do what the error says
control <- lmrob.control(fast.s.large.n = Inf)
try(ret <- lmrob.S(model.matrix(model, NOxEmissions)[1:682,], NOxEmissions$LNOx[1:682], control))
##-> Error ...... DGEEQU: column 30 of the design matrix is exactly zero.
##
## still fails, but this error is to be expected since only a part
## of the design matrix is given
|